Ideas for the way we work with AI.

AI has collapsed the old technical screen. The next era of engineering hiring will not reward candidates who solve puzzles fastest. It will reward candidates who can steer models, build real systems, and defend authored work.

Shopify quietly ran one of the most effective AI adoption experiments in tech history. They hired an intern per team. What happened next rewrote their entire hiring playbook.

32% of organizations cite quality as their #1 barrier to production AI. We're launching Community Test Cases to change that, and you can earn credits while making AI more reliable.

Learn the essential techniques and best practices for writing effective prompts that consistently deliver high-quality AI outputs.